{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "QUANTAXIS>> start QUANTAXIS\n",
      "QUANTAXIS>> Welcome to QUANTAXIS, the Version is 1.1.0\n",
      "QUANTAXIS>>  \n",
      " ```````````````````````````````````````````````````````````````````````````````````````````````````````````````````````` \n",
      "  ``########`````##````````##``````````##`````````####````````##```##########````````#``````##``````###```##`````######`` \n",
      "  `##``````## ```##````````##`````````####````````##`##```````##```````##```````````###``````##````##`````##```##`````##` \n",
      "  ##````````##```##````````##````````##`##````````##``##``````##```````##``````````####```````#```##``````##```##``````## \n",
      "  ##````````##```##````````##```````##```##```````##```##`````##```````##`````````##`##```````##`##```````##````##``````` \n",
      "  ##````````##```##````````##``````##`````##``````##````##````##```````##````````##``###```````###````````##`````##`````` \n",
      "  ##````````##```##````````##``````##``````##`````##`````##```##```````##```````##````##```````###````````##``````###```` \n",
      "  ##````````##```##````````##`````##````````##````##``````##``##```````##``````##``````##`````##`##```````##````````##``` \n",
      "  ##````````##```##````````##````#############````##```````##`##```````##`````###########`````##``##``````##`````````##`` \n",
      "  ###```````##```##````````##```##```````````##```##```````##`##```````##````##`````````##```##```##``````##```##`````##` \n",
      "  `##``````###````##``````###``##`````````````##``##````````####```````##```##``````````##``###````##`````##````##`````## \n",
      "  ``#########``````########```##``````````````###`##``````````##```````##``##````````````##`##``````##````##`````###``### \n",
      "  ````````#####`````````````````````````````````````````````````````````````````````````````````````````````````````##``  \n",
      "  ``````````````````````````````````````````````````````````````````````````````````````````````````````````````````````` \n",
      "  ``````````````````````````Copyright``yutiansut``2018``````QUANTITATIVE FINANCIAL FRAMEWORK````````````````````````````` \n",
      "  ``````````````````````````````````````````````````````````````````````````````````````````````````````````````````````` \n",
      " ```````````````````````````````````````````````````````````````````````````````````````````````````````````````````````` \n",
      " ```````````````````````````````````````````````````````````````````````````````````````````````````````````````````````` \n",
      " \n"
     ]
    }
   ],
   "source": [
    "import QUANTAXIS as QA"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 指数计算\n",
    "\n",
    "1. 定义基期\n",
    "2. 4种计算方式:\n",
    "    - 基于收盘价 等权  close\n",
    "    - 基于成交量加权  volume \n",
    "    - 基于流动市值加权 lv\n",
    "    - 基于总市值加权  mv"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "block=QA.QA_fetch_stock_block_adv().get_block('国产软件')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "ana_block=QA.QAAnalysis_block(block.code,'国产软件','2018-01-01','2018-08-21')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "\n",
    "data=pd.concat([ana_block.block_index('mv'),ana_block.block_index('lv'),ana_block.block_index('close'),ana_block.block_index('volume')],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.columns=['market_value_index','liquidity_value_index','close_index','volume_index']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th {\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>market_value_index</th>\n",
       "      <th>liquidity_value_index</th>\n",
       "      <th>close_index</th>\n",
       "      <th>volume_index</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-01-02</th>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-03</th>\n",
       "      <td>1011.453024</td>\n",
       "      <td>1012.182096</td>\n",
       "      <td>1008.337584</td>\n",
       "      <td>975.469066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-04</th>\n",
       "      <td>1003.560174</td>\n",
       "      <td>1001.358703</td>\n",
       "      <td>1006.729271</td>\n",
       "      <td>1056.706287</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-05</th>\n",
       "      <td>1003.848439</td>\n",
       "      <td>1003.589129</td>\n",
       "      <td>998.030722</td>\n",
       "      <td>975.631041</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-08</th>\n",
       "      <td>996.559477</td>\n",
       "      <td>995.978208</td>\n",
       "      <td>998.446338</td>\n",
       "      <td>1030.988371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-09</th>\n",
       "      <td>989.878685</td>\n",
       "      <td>988.047231</td>\n",
       "      <td>1003.188614</td>\n",
       "      <td>1033.557579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-10</th>\n",
       "      <td>1036.900702</td>\n",
       "      <td>1029.346390</td>\n",
       "      <td>1042.809040</td>\n",
       "      <td>923.158626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-11</th>\n",
       "      <td>1048.696506</td>\n",
       "      <td>1048.619200</td>\n",
       "      <td>1043.009857</td>\n",
       "      <td>916.778726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-12</th>\n",
       "      <td>1026.559950</td>\n",
       "      <td>1030.715050</td>\n",
       "      <td>1023.014229</td>\n",
       "      <td>934.860977</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-15</th>\n",
       "      <td>992.648805</td>\n",
       "      <td>992.361915</td>\n",
       "      <td>1005.000270</td>\n",
       "      <td>893.688104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-16</th>\n",
       "      <td>1000.611250</td>\n",
       "      <td>1001.170835</td>\n",
       "      <td>1030.831364</td>\n",
       "      <td>953.352003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-17</th>\n",
       "      <td>978.065707</td>\n",
       "      <td>975.901259</td>\n",
       "      <td>1012.136857</td>\n",
       "      <td>896.470122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-18</th>\n",
       "      <td>973.550934</td>\n",
       "      <td>970.749573</td>\n",
       "      <td>1017.435022</td>\n",
       "      <td>995.058247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-19</th>\n",
       "      <td>981.517452</td>\n",
       "      <td>978.968538</td>\n",
       "      <td>1033.038066</td>\n",
       "      <td>948.801935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-22</th>\n",
       "      <td>1000.028560</td>\n",
       "      <td>998.473826</td>\n",
       "      <td>1038.586046</td>\n",
       "      <td>922.276647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-23</th>\n",
       "      <td>996.547914</td>\n",
       "      <td>997.383436</td>\n",
       "      <td>1008.898722</td>\n",
       "      <td>950.387815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-24</th>\n",
       "      <td>1024.916180</td>\n",
       "      <td>1025.600445</td>\n",
       "      <td>1023.618186</td>\n",
       "      <td>955.437238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-25</th>\n",
       "      <td>1016.702427</td>\n",
       "      <td>1015.620097</td>\n",
       "      <td>1020.301983</td>\n",
       "      <td>957.674326</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-26</th>\n",
       "      <td>1021.361714</td>\n",
       "      <td>1020.953671</td>\n",
       "      <td>1019.447501</td>\n",
       "      <td>905.021597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-29</th>\n",
       "      <td>997.159722</td>\n",
       "      <td>996.566772</td>\n",
       "      <td>986.956853</td>\n",
       "      <td>903.352829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-30</th>\n",
       "      <td>991.720484</td>\n",
       "      <td>993.869024</td>\n",
       "      <td>968.107394</td>\n",
       "      <td>922.339447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-01-31</th>\n",
       "      <td>959.109953</td>\n",
       "      <td>960.706700</td>\n",
       "      <td>931.313820</td>\n",
       "      <td>809.884577</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-01</th>\n",
       "      <td>930.519978</td>\n",
       "      <td>930.071331</td>\n",
       "      <td>900.816962</td>\n",
       "      <td>790.886165</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-02</th>\n",
       "      <td>933.961077</td>\n",
       "      <td>932.705735</td>\n",
       "      <td>907.479885</td>\n",
       "      <td>863.475067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-05</th>\n",
       "      <td>926.828526</td>\n",
       "      <td>924.184230</td>\n",
       "      <td>888.553406</td>\n",
       "      <td>851.211078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-06</th>\n",
       "      <td>878.933119</td>\n",
       "      <td>875.504627</td>\n",
       "      <td>834.555396</td>\n",
       "      <td>783.804645</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-07</th>\n",
       "      <td>896.127060</td>\n",
       "      <td>891.676870</td>\n",
       "      <td>856.039506</td>\n",
       "      <td>835.541742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-08</th>\n",
       "      <td>915.256499</td>\n",
       "      <td>909.988125</td>\n",
       "      <td>874.070814</td>\n",
       "      <td>907.743916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-09</th>\n",
       "      <td>888.161055</td>\n",
       "      <td>881.614976</td>\n",
       "      <td>851.009496</td>\n",
       "      <td>811.176043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-02-12</th>\n",
       "      <td>929.173229</td>\n",
       "      <td>921.578302</td>\n",
       "      <td>886.123656</td>\n",
       "      <td>923.145583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-11</th>\n",
       "      <td>956.376087</td>\n",
       "      <td>973.601324</td>\n",
       "      <td>866.424075</td>\n",
       "      <td>1008.687609</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-12</th>\n",
       "      <td>995.439882</td>\n",
       "      <td>1006.605653</td>\n",
       "      <td>895.751106</td>\n",
       "      <td>1074.682265</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-13</th>\n",
       "      <td>992.908178</td>\n",
       "      <td>1005.055786</td>\n",
       "      <td>889.668011</td>\n",
       "      <td>1128.961097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-16</th>\n",
       "      <td>1007.978088</td>\n",
       "      <td>1019.936057</td>\n",
       "      <td>905.781094</td>\n",
       "      <td>1163.990188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-17</th>\n",
       "      <td>1020.898577</td>\n",
       "      <td>1033.533484</td>\n",
       "      <td>907.551091</td>\n",
       "      <td>1185.662054</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-18</th>\n",
       "      <td>1011.804315</td>\n",
       "      <td>1019.806941</td>\n",
       "      <td>900.318514</td>\n",
       "      <td>1196.243829</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-19</th>\n",
       "      <td>997.999284</td>\n",
       "      <td>1006.349877</td>\n",
       "      <td>883.350950</td>\n",
       "      <td>1128.745491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-20</th>\n",
       "      <td>1035.347870</td>\n",
       "      <td>1047.310141</td>\n",
       "      <td>910.317985</td>\n",
       "      <td>1065.442383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-23</th>\n",
       "      <td>1060.684924</td>\n",
       "      <td>1068.856942</td>\n",
       "      <td>937.722433</td>\n",
       "      <td>1062.993133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-24</th>\n",
       "      <td>1032.841221</td>\n",
       "      <td>1067.721397</td>\n",
       "      <td>939.294896</td>\n",
       "      <td>1044.345976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-25</th>\n",
       "      <td>1034.514386</td>\n",
       "      <td>1070.511771</td>\n",
       "      <td>936.619792</td>\n",
       "      <td>1022.665308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-26</th>\n",
       "      <td>1004.671651</td>\n",
       "      <td>1039.325472</td>\n",
       "      <td>911.107410</td>\n",
       "      <td>1056.518468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-27</th>\n",
       "      <td>990.587295</td>\n",
       "      <td>1024.335010</td>\n",
       "      <td>896.128905</td>\n",
       "      <td>1051.446315</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-30</th>\n",
       "      <td>976.918756</td>\n",
       "      <td>1008.584207</td>\n",
       "      <td>881.816573</td>\n",
       "      <td>1007.835203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-07-31</th>\n",
       "      <td>974.830274</td>\n",
       "      <td>1005.313447</td>\n",
       "      <td>887.082768</td>\n",
       "      <td>1020.989358</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-01</th>\n",
       "      <td>958.391659</td>\n",
       "      <td>987.359058</td>\n",
       "      <td>876.628446</td>\n",
       "      <td>1008.441377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02</th>\n",
       "      <td>933.471050</td>\n",
       "      <td>962.281212</td>\n",
       "      <td>854.931199</td>\n",
       "      <td>977.782224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-03</th>\n",
       "      <td>907.259280</td>\n",
       "      <td>934.961851</td>\n",
       "      <td>834.310289</td>\n",
       "      <td>1027.376249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-06</th>\n",
       "      <td>897.962282</td>\n",
       "      <td>926.593474</td>\n",
       "      <td>824.516689</td>\n",
       "      <td>994.954650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-07</th>\n",
       "      <td>941.531997</td>\n",
       "      <td>970.775368</td>\n",
       "      <td>859.385246</td>\n",
       "      <td>1088.979337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-08</th>\n",
       "      <td>921.450875</td>\n",
       "      <td>950.309072</td>\n",
       "      <td>841.804499</td>\n",
       "      <td>1052.628599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-09</th>\n",
       "      <td>976.573279</td>\n",
       "      <td>1007.456907</td>\n",
       "      <td>889.425529</td>\n",
       "      <td>1067.261762</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-10</th>\n",
       "      <td>988.982228</td>\n",
       "      <td>1021.546861</td>\n",
       "      <td>899.647136</td>\n",
       "      <td>1215.312627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-13</th>\n",
       "      <td>1026.991583</td>\n",
       "      <td>1060.881426</td>\n",
       "      <td>927.220493</td>\n",
       "      <td>1249.425534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-14</th>\n",
       "      <td>1008.923816</td>\n",
       "      <td>1041.278697</td>\n",
       "      <td>912.439758</td>\n",
       "      <td>1273.975459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-15</th>\n",
       "      <td>984.170452</td>\n",
       "      <td>1016.857866</td>\n",
       "      <td>892.038180</td>\n",
       "      <td>1201.077448</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-16</th>\n",
       "      <td>973.581384</td>\n",
       "      <td>1005.703070</td>\n",
       "      <td>885.334804</td>\n",
       "      <td>1187.929543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-17</th>\n",
       "      <td>950.012903</td>\n",
       "      <td>982.627198</td>\n",
       "      <td>864.683411</td>\n",
       "      <td>1021.629353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-20</th>\n",
       "      <td>977.102901</td>\n",
       "      <td>1012.167651</td>\n",
       "      <td>881.245263</td>\n",
       "      <td>1020.462768</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-21</th>\n",
       "      <td>977.071590</td>\n",
       "      <td>1010.399519</td>\n",
       "      <td>887.653875</td>\n",
       "      <td>1058.146078</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>156 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            market_value_index  liquidity_value_index  close_index  \\\n",
       "date                                                                 \n",
       "2018-01-02         1000.000000            1000.000000  1000.000000   \n",
       "2018-01-03         1011.453024            1012.182096  1008.337584   \n",
       "2018-01-04         1003.560174            1001.358703  1006.729271   \n",
       "2018-01-05         1003.848439            1003.589129   998.030722   \n",
       "2018-01-08          996.559477             995.978208   998.446338   \n",
       "2018-01-09          989.878685             988.047231  1003.188614   \n",
       "2018-01-10         1036.900702            1029.346390  1042.809040   \n",
       "2018-01-11         1048.696506            1048.619200  1043.009857   \n",
       "2018-01-12         1026.559950            1030.715050  1023.014229   \n",
       "2018-01-15          992.648805             992.361915  1005.000270   \n",
       "2018-01-16         1000.611250            1001.170835  1030.831364   \n",
       "2018-01-17          978.065707             975.901259  1012.136857   \n",
       "2018-01-18          973.550934             970.749573  1017.435022   \n",
       "2018-01-19          981.517452             978.968538  1033.038066   \n",
       "2018-01-22         1000.028560             998.473826  1038.586046   \n",
       "2018-01-23          996.547914             997.383436  1008.898722   \n",
       "2018-01-24         1024.916180            1025.600445  1023.618186   \n",
       "2018-01-25         1016.702427            1015.620097  1020.301983   \n",
       "2018-01-26         1021.361714            1020.953671  1019.447501   \n",
       "2018-01-29          997.159722             996.566772   986.956853   \n",
       "2018-01-30          991.720484             993.869024   968.107394   \n",
       "2018-01-31          959.109953             960.706700   931.313820   \n",
       "2018-02-01          930.519978             930.071331   900.816962   \n",
       "2018-02-02          933.961077             932.705735   907.479885   \n",
       "2018-02-05          926.828526             924.184230   888.553406   \n",
       "2018-02-06          878.933119             875.504627   834.555396   \n",
       "2018-02-07          896.127060             891.676870   856.039506   \n",
       "2018-02-08          915.256499             909.988125   874.070814   \n",
       "2018-02-09          888.161055             881.614976   851.009496   \n",
       "2018-02-12          929.173229             921.578302   886.123656   \n",
       "...                        ...                    ...          ...   \n",
       "2018-07-11          956.376087             973.601324   866.424075   \n",
       "2018-07-12          995.439882            1006.605653   895.751106   \n",
       "2018-07-13          992.908178            1005.055786   889.668011   \n",
       "2018-07-16         1007.978088            1019.936057   905.781094   \n",
       "2018-07-17         1020.898577            1033.533484   907.551091   \n",
       "2018-07-18         1011.804315            1019.806941   900.318514   \n",
       "2018-07-19          997.999284            1006.349877   883.350950   \n",
       "2018-07-20         1035.347870            1047.310141   910.317985   \n",
       "2018-07-23         1060.684924            1068.856942   937.722433   \n",
       "2018-07-24         1032.841221            1067.721397   939.294896   \n",
       "2018-07-25         1034.514386            1070.511771   936.619792   \n",
       "2018-07-26         1004.671651            1039.325472   911.107410   \n",
       "2018-07-27          990.587295            1024.335010   896.128905   \n",
       "2018-07-30          976.918756            1008.584207   881.816573   \n",
       "2018-07-31          974.830274            1005.313447   887.082768   \n",
       "2018-08-01          958.391659             987.359058   876.628446   \n",
       "2018-08-02          933.471050             962.281212   854.931199   \n",
       "2018-08-03          907.259280             934.961851   834.310289   \n",
       "2018-08-06          897.962282             926.593474   824.516689   \n",
       "2018-08-07          941.531997             970.775368   859.385246   \n",
       "2018-08-08          921.450875             950.309072   841.804499   \n",
       "2018-08-09          976.573279            1007.456907   889.425529   \n",
       "2018-08-10          988.982228            1021.546861   899.647136   \n",
       "2018-08-13         1026.991583            1060.881426   927.220493   \n",
       "2018-08-14         1008.923816            1041.278697   912.439758   \n",
       "2018-08-15          984.170452            1016.857866   892.038180   \n",
       "2018-08-16          973.581384            1005.703070   885.334804   \n",
       "2018-08-17          950.012903             982.627198   864.683411   \n",
       "2018-08-20          977.102901            1012.167651   881.245263   \n",
       "2018-08-21          977.071590            1010.399519   887.653875   \n",
       "\n",
       "            volume_index  \n",
       "date                      \n",
       "2018-01-02   1000.000000  \n",
       "2018-01-03    975.469066  \n",
       "2018-01-04   1056.706287  \n",
       "2018-01-05    975.631041  \n",
       "2018-01-08   1030.988371  \n",
       "2018-01-09   1033.557579  \n",
       "2018-01-10    923.158626  \n",
       "2018-01-11    916.778726  \n",
       "2018-01-12    934.860977  \n",
       "2018-01-15    893.688104  \n",
       "2018-01-16    953.352003  \n",
       "2018-01-17    896.470122  \n",
       "2018-01-18    995.058247  \n",
       "2018-01-19    948.801935  \n",
       "2018-01-22    922.276647  \n",
       "2018-01-23    950.387815  \n",
       "2018-01-24    955.437238  \n",
       "2018-01-25    957.674326  \n",
       "2018-01-26    905.021597  \n",
       "2018-01-29    903.352829  \n",
       "2018-01-30    922.339447  \n",
       "2018-01-31    809.884577  \n",
       "2018-02-01    790.886165  \n",
       "2018-02-02    863.475067  \n",
       "2018-02-05    851.211078  \n",
       "2018-02-06    783.804645  \n",
       "2018-02-07    835.541742  \n",
       "2018-02-08    907.743916  \n",
       "2018-02-09    811.176043  \n",
       "2018-02-12    923.145583  \n",
       "...                  ...  \n",
       "2018-07-11   1008.687609  \n",
       "2018-07-12   1074.682265  \n",
       "2018-07-13   1128.961097  \n",
       "2018-07-16   1163.990188  \n",
       "2018-07-17   1185.662054  \n",
       "2018-07-18   1196.243829  \n",
       "2018-07-19   1128.745491  \n",
       "2018-07-20   1065.442383  \n",
       "2018-07-23   1062.993133  \n",
       "2018-07-24   1044.345976  \n",
       "2018-07-25   1022.665308  \n",
       "2018-07-26   1056.518468  \n",
       "2018-07-27   1051.446315  \n",
       "2018-07-30   1007.835203  \n",
       "2018-07-31   1020.989358  \n",
       "2018-08-01   1008.441377  \n",
       "2018-08-02    977.782224  \n",
       "2018-08-03   1027.376249  \n",
       "2018-08-06    994.954650  \n",
       "2018-08-07   1088.979337  \n",
       "2018-08-08   1052.628599  \n",
       "2018-08-09   1067.261762  \n",
       "2018-08-10   1215.312627  \n",
       "2018-08-13   1249.425534  \n",
       "2018-08-14   1273.975459  \n",
       "2018-08-15   1201.077448  \n",
       "2018-08-16   1187.929543  \n",
       "2018-08-17   1021.629353  \n",
       "2018-08-20   1020.462768  \n",
       "2018-08-21   1058.146078  \n",
       "\n",
       "[156 rows x 4 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ana_block.plot_index()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "ana_block_min=QA.QAAnalysis_block(block.code,'国产软件','2018-08-01','2018-08-21','15min')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd \n",
    "\n",
    "data=pd.concat([ana_block_min.block_index('mv'),ana_block_min.block_index('lv'),ana_block_min.block_index('close'),ana_block_min.block_index('volume')],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.columns=['market_value_index','liquidity_value_index','close_index','volume_index']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>market_value_index</th>\n",
       "      <th>liquidity_value_index</th>\n",
       "      <th>close_index</th>\n",
       "      <th>volume_index</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2018-08-01 09:45:00</th>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-01 10:00:00</th>\n",
       "      <td>989.499512</td>\n",
       "      <td>986.552350</td>\n",
       "      <td>992.956433</td>\n",
       "      <td>1153.007943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-01 10:15:00</th>\n",
       "      <td>991.025053</td>\n",
       "      <td>987.581746</td>\n",
       "      <td>996.803779</td>\n",
       "      <td>1203.882713</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-01 10:30:00</th>\n",
       "      <td>989.467008</td>\n",
       "      <td>985.264633</td>\n",
       "      <td>996.862607</td>\n",
       "      <td>1132.050620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-01 10:45:00</th>\n",
       "      <td>984.476900</td>\n",
       "      <td>980.128006</td>\n",
       "      <td>992.450513</td>\n",
       "      <td>1120.021606</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-01 11:00:00</th>\n",
       "      <td>983.095259</td>\n",
       "      <td>978.819059</td>\n",
       "      <td>991.273954</td>\n",
       "      <td>837.726381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-01 11:15:00</th>\n",
       "      <td>981.167456</td>\n",
       "      <td>976.731614</td>\n",
       "      <td>989.932678</td>\n",
       "      <td>742.593640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-01 11:30:00</th>\n",
       "      <td>980.989234</td>\n",
       "      <td>976.616300</td>\n",
       "      <td>989.791491</td>\n",
       "      <td>887.053120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-01 13:15:00</th>\n",
       "      <td>978.457618</td>\n",
       "      <td>974.123437</td>\n",
       "      <td>987.261890</td>\n",
       "      <td>971.443206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-01 13:30:00</th>\n",
       "      <td>974.872964</td>\n",
       "      <td>970.470008</td>\n",
       "      <td>984.767587</td>\n",
       "      <td>1033.549936</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-01 13:45:00</th>\n",
       "      <td>971.165090</td>\n",
       "      <td>966.944426</td>\n",
       "      <td>980.767288</td>\n",
       "      <td>850.413280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-01 14:00:00</th>\n",
       "      <td>972.832465</td>\n",
       "      <td>968.673186</td>\n",
       "      <td>981.461458</td>\n",
       "      <td>973.323171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-01 14:15:00</th>\n",
       "      <td>971.376172</td>\n",
       "      <td>967.379690</td>\n",
       "      <td>978.873029</td>\n",
       "      <td>982.001982</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-01 14:30:00</th>\n",
       "      <td>966.385004</td>\n",
       "      <td>962.243534</td>\n",
       "      <td>974.449170</td>\n",
       "      <td>926.556343</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-01 14:45:00</th>\n",
       "      <td>963.305842</td>\n",
       "      <td>958.669819</td>\n",
       "      <td>972.872582</td>\n",
       "      <td>953.098680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-01 15:00:00</th>\n",
       "      <td>957.183255</td>\n",
       "      <td>952.140114</td>\n",
       "      <td>967.836912</td>\n",
       "      <td>1008.641529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02 09:45:00</th>\n",
       "      <td>933.542602</td>\n",
       "      <td>929.290300</td>\n",
       "      <td>945.211694</td>\n",
       "      <td>1083.335978</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02 10:00:00</th>\n",
       "      <td>930.774819</td>\n",
       "      <td>927.025042</td>\n",
       "      <td>941.399645</td>\n",
       "      <td>989.191049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02 10:15:00</th>\n",
       "      <td>939.429414</td>\n",
       "      <td>935.649062</td>\n",
       "      <td>948.894322</td>\n",
       "      <td>916.627868</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02 10:30:00</th>\n",
       "      <td>934.846798</td>\n",
       "      <td>930.793832</td>\n",
       "      <td>945.729380</td>\n",
       "      <td>948.594477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02 10:45:00</th>\n",
       "      <td>931.972894</td>\n",
       "      <td>927.951978</td>\n",
       "      <td>942.729156</td>\n",
       "      <td>935.205812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02 11:00:00</th>\n",
       "      <td>936.842840</td>\n",
       "      <td>933.193617</td>\n",
       "      <td>945.682318</td>\n",
       "      <td>917.608561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02 11:15:00</th>\n",
       "      <td>931.990996</td>\n",
       "      <td>928.316918</td>\n",
       "      <td>941.976159</td>\n",
       "      <td>966.149796</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02 11:30:00</th>\n",
       "      <td>925.715720</td>\n",
       "      <td>921.963929</td>\n",
       "      <td>936.658115</td>\n",
       "      <td>840.992764</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02 13:15:00</th>\n",
       "      <td>914.606020</td>\n",
       "      <td>910.487675</td>\n",
       "      <td>926.610307</td>\n",
       "      <td>901.963691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02 13:30:00</th>\n",
       "      <td>915.328831</td>\n",
       "      <td>911.000532</td>\n",
       "      <td>927.104461</td>\n",
       "      <td>820.540467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02 13:45:00</th>\n",
       "      <td>919.021441</td>\n",
       "      <td>914.759803</td>\n",
       "      <td>930.116451</td>\n",
       "      <td>886.924683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02 14:00:00</th>\n",
       "      <td>920.856036</td>\n",
       "      <td>916.778302</td>\n",
       "      <td>931.222415</td>\n",
       "      <td>914.322410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02 14:15:00</th>\n",
       "      <td>927.999307</td>\n",
       "      <td>923.787867</td>\n",
       "      <td>938.270000</td>\n",
       "      <td>981.635255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-02 14:30:00</th>\n",
       "      <td>926.506300</td>\n",
       "      <td>922.268836</td>\n",
       "      <td>937.199332</td>\n",
       "      <td>1023.758095</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-20 10:15:00</th>\n",
       "      <td>958.588829</td>\n",
       "      <td>958.640863</td>\n",
       "      <td>955.346675</td>\n",
       "      <td>767.096640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-20 10:30:00</th>\n",
       "      <td>955.312646</td>\n",
       "      <td>954.865206</td>\n",
       "      <td>953.370057</td>\n",
       "      <td>897.483254</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-20 10:45:00</th>\n",
       "      <td>946.223625</td>\n",
       "      <td>945.812143</td>\n",
       "      <td>945.003123</td>\n",
       "      <td>880.982161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-20 11:00:00</th>\n",
       "      <td>943.101982</td>\n",
       "      <td>943.117519</td>\n",
       "      <td>940.802809</td>\n",
       "      <td>911.975431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-20 11:15:00</th>\n",
       "      <td>941.785322</td>\n",
       "      <td>941.744719</td>\n",
       "      <td>940.589424</td>\n",
       "      <td>1050.611186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-20 11:30:00</th>\n",
       "      <td>948.896440</td>\n",
       "      <td>949.094431</td>\n",
       "      <td>947.069587</td>\n",
       "      <td>973.925134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-20 13:15:00</th>\n",
       "      <td>946.388717</td>\n",
       "      <td>946.645870</td>\n",
       "      <td>944.666199</td>\n",
       "      <td>911.822233</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-20 13:30:00</th>\n",
       "      <td>943.357857</td>\n",
       "      <td>943.546656</td>\n",
       "      <td>941.409272</td>\n",
       "      <td>919.611061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-20 13:45:00</th>\n",
       "      <td>940.886215</td>\n",
       "      <td>941.196210</td>\n",
       "      <td>938.736345</td>\n",
       "      <td>920.848206</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-20 14:00:00</th>\n",
       "      <td>950.543251</td>\n",
       "      <td>950.706604</td>\n",
       "      <td>948.069127</td>\n",
       "      <td>1040.108428</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-20 14:15:00</th>\n",
       "      <td>955.160722</td>\n",
       "      <td>955.715533</td>\n",
       "      <td>952.415440</td>\n",
       "      <td>1069.189952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-20 14:30:00</th>\n",
       "      <td>967.386169</td>\n",
       "      <td>968.119418</td>\n",
       "      <td>963.062224</td>\n",
       "      <td>1208.509899</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-20 14:45:00</th>\n",
       "      <td>972.451406</td>\n",
       "      <td>972.416257</td>\n",
       "      <td>970.306080</td>\n",
       "      <td>1159.115740</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-20 15:00:00</th>\n",
       "      <td>975.870904</td>\n",
       "      <td>976.063789</td>\n",
       "      <td>972.934084</td>\n",
       "      <td>1024.854118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-21 09:45:00</th>\n",
       "      <td>967.269756</td>\n",
       "      <td>966.321123</td>\n",
       "      <td>968.295770</td>\n",
       "      <td>1072.700130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-21 10:00:00</th>\n",
       "      <td>958.067031</td>\n",
       "      <td>957.161679</td>\n",
       "      <td>959.883912</td>\n",
       "      <td>1063.094797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-21 10:15:00</th>\n",
       "      <td>959.076390</td>\n",
       "      <td>958.039618</td>\n",
       "      <td>960.243297</td>\n",
       "      <td>1059.939142</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-21 10:30:00</th>\n",
       "      <td>963.709052</td>\n",
       "      <td>962.861663</td>\n",
       "      <td>963.185763</td>\n",
       "      <td>906.408626</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-21 10:45:00</th>\n",
       "      <td>974.196422</td>\n",
       "      <td>973.283347</td>\n",
       "      <td>975.955165</td>\n",
       "      <td>927.114044</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-21 11:00:00</th>\n",
       "      <td>975.483587</td>\n",
       "      <td>974.535860</td>\n",
       "      <td>978.459629</td>\n",
       "      <td>972.855411</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-21 11:15:00</th>\n",
       "      <td>975.356197</td>\n",
       "      <td>974.205878</td>\n",
       "      <td>978.639322</td>\n",
       "      <td>908.633070</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-21 11:30:00</th>\n",
       "      <td>976.735964</td>\n",
       "      <td>975.534156</td>\n",
       "      <td>979.009938</td>\n",
       "      <td>1049.635025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-21 13:15:00</th>\n",
       "      <td>974.759037</td>\n",
       "      <td>973.947719</td>\n",
       "      <td>976.786243</td>\n",
       "      <td>988.852532</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-21 13:30:00</th>\n",
       "      <td>976.804540</td>\n",
       "      <td>976.088361</td>\n",
       "      <td>978.684245</td>\n",
       "      <td>1117.267459</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-21 13:45:00</th>\n",
       "      <td>974.594183</td>\n",
       "      <td>973.636622</td>\n",
       "      <td>978.560706</td>\n",
       "      <td>1034.909894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-21 14:00:00</th>\n",
       "      <td>976.627075</td>\n",
       "      <td>975.151153</td>\n",
       "      <td>981.110095</td>\n",
       "      <td>1198.558488</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-21 14:15:00</th>\n",
       "      <td>980.995021</td>\n",
       "      <td>979.555021</td>\n",
       "      <td>985.209331</td>\n",
       "      <td>1127.062723</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-21 14:30:00</th>\n",
       "      <td>977.458390</td>\n",
       "      <td>976.221987</td>\n",
       "      <td>981.031479</td>\n",
       "      <td>1093.871192</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-21 14:45:00</th>\n",
       "      <td>976.718716</td>\n",
       "      <td>975.272335</td>\n",
       "      <td>980.559786</td>\n",
       "      <td>1064.560175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018-08-21 15:00:00</th>\n",
       "      <td>975.839633</td>\n",
       "      <td>974.358725</td>\n",
       "      <td>980.009478</td>\n",
       "      <td>1060.346423</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>240 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                     market_value_index  liquidity_value_index  close_index  \\\n",
       "2018-08-01 09:45:00         1000.000000            1000.000000  1000.000000   \n",
       "2018-08-01 10:00:00          989.499512             986.552350   992.956433   \n",
       "2018-08-01 10:15:00          991.025053             987.581746   996.803779   \n",
       "2018-08-01 10:30:00          989.467008             985.264633   996.862607   \n",
       "2018-08-01 10:45:00          984.476900             980.128006   992.450513   \n",
       "2018-08-01 11:00:00          983.095259             978.819059   991.273954   \n",
       "2018-08-01 11:15:00          981.167456             976.731614   989.932678   \n",
       "2018-08-01 11:30:00          980.989234             976.616300   989.791491   \n",
       "2018-08-01 13:15:00          978.457618             974.123437   987.261890   \n",
       "2018-08-01 13:30:00          974.872964             970.470008   984.767587   \n",
       "2018-08-01 13:45:00          971.165090             966.944426   980.767288   \n",
       "2018-08-01 14:00:00          972.832465             968.673186   981.461458   \n",
       "2018-08-01 14:15:00          971.376172             967.379690   978.873029   \n",
       "2018-08-01 14:30:00          966.385004             962.243534   974.449170   \n",
       "2018-08-01 14:45:00          963.305842             958.669819   972.872582   \n",
       "2018-08-01 15:00:00          957.183255             952.140114   967.836912   \n",
       "2018-08-02 09:45:00          933.542602             929.290300   945.211694   \n",
       "2018-08-02 10:00:00          930.774819             927.025042   941.399645   \n",
       "2018-08-02 10:15:00          939.429414             935.649062   948.894322   \n",
       "2018-08-02 10:30:00          934.846798             930.793832   945.729380   \n",
       "2018-08-02 10:45:00          931.972894             927.951978   942.729156   \n",
       "2018-08-02 11:00:00          936.842840             933.193617   945.682318   \n",
       "2018-08-02 11:15:00          931.990996             928.316918   941.976159   \n",
       "2018-08-02 11:30:00          925.715720             921.963929   936.658115   \n",
       "2018-08-02 13:15:00          914.606020             910.487675   926.610307   \n",
       "2018-08-02 13:30:00          915.328831             911.000532   927.104461   \n",
       "2018-08-02 13:45:00          919.021441             914.759803   930.116451   \n",
       "2018-08-02 14:00:00          920.856036             916.778302   931.222415   \n",
       "2018-08-02 14:15:00          927.999307             923.787867   938.270000   \n",
       "2018-08-02 14:30:00          926.506300             922.268836   937.199332   \n",
       "...                                 ...                    ...          ...   \n",
       "2018-08-20 10:15:00          958.588829             958.640863   955.346675   \n",
       "2018-08-20 10:30:00          955.312646             954.865206   953.370057   \n",
       "2018-08-20 10:45:00          946.223625             945.812143   945.003123   \n",
       "2018-08-20 11:00:00          943.101982             943.117519   940.802809   \n",
       "2018-08-20 11:15:00          941.785322             941.744719   940.589424   \n",
       "2018-08-20 11:30:00          948.896440             949.094431   947.069587   \n",
       "2018-08-20 13:15:00          946.388717             946.645870   944.666199   \n",
       "2018-08-20 13:30:00          943.357857             943.546656   941.409272   \n",
       "2018-08-20 13:45:00          940.886215             941.196210   938.736345   \n",
       "2018-08-20 14:00:00          950.543251             950.706604   948.069127   \n",
       "2018-08-20 14:15:00          955.160722             955.715533   952.415440   \n",
       "2018-08-20 14:30:00          967.386169             968.119418   963.062224   \n",
       "2018-08-20 14:45:00          972.451406             972.416257   970.306080   \n",
       "2018-08-20 15:00:00          975.870904             976.063789   972.934084   \n",
       "2018-08-21 09:45:00          967.269756             966.321123   968.295770   \n",
       "2018-08-21 10:00:00          958.067031             957.161679   959.883912   \n",
       "2018-08-21 10:15:00          959.076390             958.039618   960.243297   \n",
       "2018-08-21 10:30:00          963.709052             962.861663   963.185763   \n",
       "2018-08-21 10:45:00          974.196422             973.283347   975.955165   \n",
       "2018-08-21 11:00:00          975.483587             974.535860   978.459629   \n",
       "2018-08-21 11:15:00          975.356197             974.205878   978.639322   \n",
       "2018-08-21 11:30:00          976.735964             975.534156   979.009938   \n",
       "2018-08-21 13:15:00          974.759037             973.947719   976.786243   \n",
       "2018-08-21 13:30:00          976.804540             976.088361   978.684245   \n",
       "2018-08-21 13:45:00          974.594183             973.636622   978.560706   \n",
       "2018-08-21 14:00:00          976.627075             975.151153   981.110095   \n",
       "2018-08-21 14:15:00          980.995021             979.555021   985.209331   \n",
       "2018-08-21 14:30:00          977.458390             976.221987   981.031479   \n",
       "2018-08-21 14:45:00          976.718716             975.272335   980.559786   \n",
       "2018-08-21 15:00:00          975.839633             974.358725   980.009478   \n",
       "\n",
       "                     volume_index  \n",
       "2018-08-01 09:45:00   1000.000000  \n",
       "2018-08-01 10:00:00   1153.007943  \n",
       "2018-08-01 10:15:00   1203.882713  \n",
       "2018-08-01 10:30:00   1132.050620  \n",
       "2018-08-01 10:45:00   1120.021606  \n",
       "2018-08-01 11:00:00    837.726381  \n",
       "2018-08-01 11:15:00    742.593640  \n",
       "2018-08-01 11:30:00    887.053120  \n",
       "2018-08-01 13:15:00    971.443206  \n",
       "2018-08-01 13:30:00   1033.549936  \n",
       "2018-08-01 13:45:00    850.413280  \n",
       "2018-08-01 14:00:00    973.323171  \n",
       "2018-08-01 14:15:00    982.001982  \n",
       "2018-08-01 14:30:00    926.556343  \n",
       "2018-08-01 14:45:00    953.098680  \n",
       "2018-08-01 15:00:00   1008.641529  \n",
       "2018-08-02 09:45:00   1083.335978  \n",
       "2018-08-02 10:00:00    989.191049  \n",
       "2018-08-02 10:15:00    916.627868  \n",
       "2018-08-02 10:30:00    948.594477  \n",
       "2018-08-02 10:45:00    935.205812  \n",
       "2018-08-02 11:00:00    917.608561  \n",
       "2018-08-02 11:15:00    966.149796  \n",
       "2018-08-02 11:30:00    840.992764  \n",
       "2018-08-02 13:15:00    901.963691  \n",
       "2018-08-02 13:30:00    820.540467  \n",
       "2018-08-02 13:45:00    886.924683  \n",
       "2018-08-02 14:00:00    914.322410  \n",
       "2018-08-02 14:15:00    981.635255  \n",
       "2018-08-02 14:30:00   1023.758095  \n",
       "...                           ...  \n",
       "2018-08-20 10:15:00    767.096640  \n",
       "2018-08-20 10:30:00    897.483254  \n",
       "2018-08-20 10:45:00    880.982161  \n",
       "2018-08-20 11:00:00    911.975431  \n",
       "2018-08-20 11:15:00   1050.611186  \n",
       "2018-08-20 11:30:00    973.925134  \n",
       "2018-08-20 13:15:00    911.822233  \n",
       "2018-08-20 13:30:00    919.611061  \n",
       "2018-08-20 13:45:00    920.848206  \n",
       "2018-08-20 14:00:00   1040.108428  \n",
       "2018-08-20 14:15:00   1069.189952  \n",
       "2018-08-20 14:30:00   1208.509899  \n",
       "2018-08-20 14:45:00   1159.115740  \n",
       "2018-08-20 15:00:00   1024.854118  \n",
       "2018-08-21 09:45:00   1072.700130  \n",
       "2018-08-21 10:00:00   1063.094797  \n",
       "2018-08-21 10:15:00   1059.939142  \n",
       "2018-08-21 10:30:00    906.408626  \n",
       "2018-08-21 10:45:00    927.114044  \n",
       "2018-08-21 11:00:00    972.855411  \n",
       "2018-08-21 11:15:00    908.633070  \n",
       "2018-08-21 11:30:00   1049.635025  \n",
       "2018-08-21 13:15:00    988.852532  \n",
       "2018-08-21 13:30:00   1117.267459  \n",
       "2018-08-21 13:45:00   1034.909894  \n",
       "2018-08-21 14:00:00   1198.558488  \n",
       "2018-08-21 14:15:00   1127.062723  \n",
       "2018-08-21 14:30:00   1093.871192  \n",
       "2018-08-21 14:45:00   1064.560175  \n",
       "2018-08-21 15:00:00   1060.346423  \n",
       "\n",
       "[240 rows x 4 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x864 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ana_block_min.plot_index()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
